{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "42b3cda7-e9d5-4214-9fdd-72f067e26900",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a1082472",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import helper_400\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "helper_400.set_sns_style()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dbfdced4",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext lab_black"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ddfed161-85d6-4f0e-a7b0-db5ed4ab12fc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "data = gpd.read_file(\"outputs/hotspot_vind_censustract_wc.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dba37b61-6bf5-4ed5-8fca-95d4434a20a8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = data\n",
    "df[\"E_AGEMID\"] = df[\"E_TOTPOP\"] - df[[\"E_AGE65\", \"E_AGE17\"]].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e0a95730",
   "metadata": {},
   "outputs": [],
   "source": [
    "age_cols = [\"E_AGE65\", \"E_AGE17\", \"E_AGEMID\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "113431cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotting\n",
    "\n",
    "hspts = plotting.get_hotspot_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d8a830bd-e6fa-411e-9b7d-32be5adf196f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Dov2wsbF5abs1atQgJCQEb29vIO4P6f3796focox4OyRZC6PFjzhdv349HTt25JtvvmHp0qUsWbKE4sWLa+v16dOHCxcu0KhRIw4fPkzZsmU5efIkvr6+dO3alXPnztG8eXOOHz/Ohx9+yIoVK3j06BGrVq0C4o4oIC5RAqxatYqQkBA+/vhjChcuzCeffMLYsWN59uwZK1euBOKSZVhYmJZsli5dCsCwYcMoXLgwn376KU2bNmXy5MnJHlEBFCpUCAcHB/r27YunpycnT57kl19+wczMjLZt2xIaGkqjRo1YtWoVJUuWZMuWLTx48IAsWbLwyy+/8MMPP3D06FFGjRoFQLdu3bSj0EaNGmnX67NmzcqUKVP4448/aNCgARcvXqRw4cLs2LEjwR83AB9//DHffvstPXr0oGXLluTLlw8bGxt+++03lFLJ7uPevXvx8fHB29sbPz8/du3aRVBQEFu3biUoKChR/3p6emJmZkb37t3x9PQkKCiIkSNHanG4uroybdo0Pv74YwYMGMCFCxe0vgdYtmyZdu/wy/oq3tSpUxk8eDATJ05kwYIF2h0Cp0+f5vTp01y7do2QkBC2bdtGUFAQq1ev1p47ffo0J0+exMHBgQULFnD69GmqVatG586dEx05AowdOxY/Pz9q167N1KlTqVmzJlevXuXff//V+mnv3r1cv34dnU7H/v378fT0ZMaMGUydOhVra2vc3d358ccfmTlzJjVr1mTw4MHo9XrWrl1LUFAQ69ev1+YbyJYtGwsXLmTv3r1Ur16dtm3bcuTIEQDs7Oz47LPP6N+/P99//z03btxg8eLFAKxcuZKQkBCmTZuGTqfDy8sLT09Pfv75Z4KDg3Fzc6N58+Z8+eWXeHh4ULx4ce7cuaNNptK2bVsOHDhAmzZt2LhxY5L9NX/+fBYsWMCgQYMYOHAgPXv2pFq1avj5+bFlyxaCgoLYtWsXAOvWrdN+n4w5qyVMR6ek50UqnDlzhkuXLmmDgp6/HireXxMmTMDCwoIBAwbw+PFjFi9ezO+//862bdtwcXExqq27d+9Sp04ddu3aZfRrhcho5MhapEqhQoWwsLBg/PjxVK1aFU9PT3bu3MnVq1c5evRogkFC4v1x/Phx7Q8zR0dHvv32W2JjY196KlwI8frkyFq8tqNHj/LHH39w9OhRMmfOzODBgxONEBbvh3///Vcb4W5vb8/Tp09p0KBBqqax7N+/P3///TcNGjRg1qxZaRCtEO8PSdZCCCFEOienwYUQQoh0TpK1SJJSSpufOP72q/Tq+bKGq1evpkGDBokqDkHyZSVXr15Nr1696Nq1K2PHjn0nSwn+/fffNGrUKMn9To1jx4691Qkw5syZQ5EiRbR/U6ZMSbNtnTt3TrsdLqV69OhB+/btGTBgAFWqVNEGXCZ3C1dGldKSr+LVJFmLJOl0Or7//vtE1a1MIanyfa/j+bKGrVu3xsnJKcnbS5IqKxlftCD+9pz466/vWinBTz75RJvt6nV5e3tz6dKll97altb8/PzYu3cvhw8f5vDhw/Tt2zfNtrVy5Uo++OADo17z8ccfM2vWLPLnz8+wYcMoXbo0BQsWZNKkSYluucvIUlryVbya3G8j3rikyve9jtcpa+jr60tsbCzOzs4AVKhQwVRhvZPu3r3LkiVLtPt935awsDBy5cqVJm0/X87z4cOH2NraGl3es2PHjty8eRNfX1+OHz9OwYIFcXNzo1u3bgwcOJBFixbJCHlhUpKs33HXrl3D09MTa2trypUrx8aNG9Hr9YwaNYoqVaoAcZNUHDt2TPsLd8KECYSEhDB8+HDu3LlDv379GDt2LGPGjKFmzZqJtvHw4UO6dOnCpUuXKF++PNOmTcPc3JyYmBhmz57NrVu3iIiIwMnJiZEjR2JmZmZU+b7ni0ZA3Cn4AQMG8PfffzN8+HA6duzIw4cPWbJkCUOHDuX+/ft88803lClThpo1ayYoa5iU5MpKPnr0SJs0pU+fPtSuXRsXF5cEpQTjy0s2bNgQf39/Dh06xK5du7hy5QozZ87E3t6e27dv069fP8qXL5/s+3Tq1CmmT5+Oi4sL58+f58cffyRLlizae1exYkVWr15NlixZmDdvHvPnz2fnzp3kz5+fefPmYWtri1KKZcuWcfLkSW3azBEjRlC0aNFE2xs6dCjHjx+nb9++NG3aNMkyjc/PMx1v+vTptGvXTpsaM7lymY8fP8bDw4OIiAjmzZtH0aJF2blzJ8OGDWPkyJHUrFkzyZKgJ06cYOzYsbi5ueHk5MTKlSvZvn17onmqU2L69On89ddfbNiwgZw5c7Jq1SrmzZvHoEGDaNiwIY8ePWL06NFkzZoVPz8/8uTJw71798idOzdjxowBYMWKFbRt25YTJ04wZswY3NzcsLW1Zdu2bRQoUIBp06YxceJEDh48SLly5Zg9ezZ6vZ6tW7dSvXp1pk6dyrhx41i/fj1ubm4ULFiQbNmysWvXriTPziT1Pjg5OdG9e3fOnDnD/PnzqVKlCl9//TU6nY4ZM2Ywbdq0l5YSvX37NlOmTMHW1hZfX1+qVKlC7969MTMzw8fHh1GjRpEnTx4uX75M9+7dKVq0KKNHj0YpxeLFiwkICGDkyJHcuHEDLy+vZN+jZ8+eMWnSJLJmzcqtW7fo3Lkz9erVS7SPLyv5euPGDWbOnEnOnDk5duwYdevWpXfv3ixbtowJEyZQv359rfCLh4cHfn5+zJgxg/3797N161acnJy4ePEia9asIVOmTEZ/Zt5pb6q8l0g7s2bNUu7u7urChQtKqbhyeVWrVlWRkZFqz549qnr16ioqKkoppVSXLl3UpEmTlFL/lYFcu3atunjxogoICEjUtqurqxo8eLCKiIjQyi5u27ZNKfVfuUSDwaAMBoNq1KiRWr58uVLK+PJ9L3r27JkqUaKE1sbvv/+u3N3dVWxsrFJKqW+++UZFRkYm2d7zj19VVvLFUppKJV028dNPP1WnT59WFy9eVGFhYapGjRpq7969SimltmzZotzd3V9aPrBjx45q/vz5Sqm4cpnx8cS/d+fPn1eRkZGqTp06qm3btsrPz08FBwer8uXLqw0bNiillFq/fr365JNPtPdy1apVqlq1aon6ITo6Wn3zzTfq1q1bSin10jKNzwsKClJly5ZVYWFh2rKXlcvcunWrKl++vLb969evq1GjRmn7mFRJ0Pj+rVOnjjp8+LC6ePGiioiISBRLhQoVVNGiRVXdunW1z9SL4t/LBw8eaMtq1aqlvLy8lFJK9enTR02ZMkUppVRUVJRyd3dXf//9t7ZueHi4GjRokPZ48ODBqn79+urevXvq6dOnqkyZMqpnz54qJCRE3blzRxUpUkQdP35cKaXU9OnTVa9evdSIESPUV199laBk7IYNG7Qyqc972fsQHBysatasqVasWKHCw8NVjx49VHh4eIL9TKqUaHR0tGrYsKG2X2FhYapBgwbq999/V0opNWTIEOXp6amUivsd8vb2VkrFfe46dOigxfZi2dmk3qPPPvtM/fHHH0qpuFK5H330UaLvjFeVfN21a5fW5zdv3lRFixbVSo127dpVi1UppX766Sd17NgxFR0drYoXL67OnDmjlFIJyqRmJHLN+j3h4uKilelr1aoVfn5+2vSDJUuW1K4/Fi9enH///Vd7na2tLS1btsTNzQ0HB4ck227atClWVlY4Ozvj6uqqlSnctm0bZcqUQafTodPpcHNz09p+nfJ98XFVrVpVm//64sWL2NracvLkSW1O5OQKNjzvZWUljVGtWjVKly6Nm5sb586d48GDB5QrVw6AYsWK8fjxY+7fv5/s60uUKMFff/3FhQsX6NevX4J48ubNS/HixbG0tKREiRLkzJkTR0dHsmTJQsGCBbX5xDdt2kS9evW097J58+YEBgZy/PjxBNuaOXMmnTt31qpBpbRM47lz58iRI4d2xPKqcpn16tXDysqKnTt3AnGD3F5VEjRe6dKlqVy5Mm5ubklWHDt27BiHDx+mc+fOjBs3LsE86Cl1/fp1rQ8sLCzIkycPDx8+1J7ftGlTormwS5YsSe7cucmaNSsFCxbkww8/xMbGBhcXF3LkyKG9F9999x1z5sxh9OjRLF68OMFZig8++IBz584liudl70OWLFmYPHkyU6dO1QY5xhd2iZdUKdH4+dQbNGgAxFXiaty4sVbqskSJEmzfvp1Dhw7Rpk0boy4/Pf8e+fv7c+7cOe09LVasGOHh4Vy5ciXBa15V8rVixYp8++23QNz3gsFg4OnTpwB07tyZTZs2aRMqnTt3jnLlymFubk7RokWZNWsW/v7+GfaefDkN/p54fjBQ/CnF0NBQLYnEl+jz8/NL8MWSkmlCn1/n+TKF/v7+nDp1Smv7yZMn2i+zMeX7FixYoM0DDjBr1izc3Nxo2LAhCxYsoFu3btjY2FC1alW2b99OeHg41atXf2Xc8PKyksZ4vg/8/f0xMzNj8uTJQFx1puLFi5MpUyaOHDnCiBEjtHW7dOlCmzZt+O6774iOjuaLL77giy++YOjQoVqbL5aufJ6FhYWWVB88eJDgMoWlpSV2dnb4+flpy06ePMmlS5cSVPdKaZnGoKAg7O3ttcevKpeZJ08ePv/8c9atW0fjxo25ceOGNhAsuZKgSfVncuzs7Gjfvj2nT5/mwIEDRlcTq1ChAseOHePzzz8nICCAGzduULFiRe35Q4cOMWPGjASvSa6MKMT1d0rqUGfLli3JAiqveh8qVKhA5cqVOX/+PK6urolen1Qp0fgSq8/H7ezsrH0m2rdvz7Nnz+jevTu1a9dm/PjxWrnLV3nxMw+wePFi7TNavHhxsmXLluA1ryr5amFhwaFDh9iwYYNWyET9f/CZu7s7efLkYfPmzVStWpUPP/xQ65uff/6ZH374gQYNGjB06FCt1n1GIsn6PRT/17+LiwvOzs7Y2NgwevRok2/H2dmZYsWKMWjQoATL/fz8jCrf161bN7p165ao/Tp16jB8+HBWrFhBnTp1sLCwoF+/ftjY2NClS5cUxfiyspKpFT/afPDgwVqt7Xg5cuRIsuRmeHg4w4YNo3nz5nTp0gVHR0e6d+9u1HZz5MiRoDiFUorg4OAEZQ3LlStHwYIF6d+/P8uWLcPc3DxFZRohLjk+P03sq8plAnzxxRf8+uuv7NmzJ8HgvORKgqaGnZ3dS0emP/+ePl+xbMiQIQwaNIj+/fuj1+uZNGkSJUuWBOKuHVeuXPm1Y0vK06dPyZ49e6Llr3ofzp49q11XX7RoEd98802y24gvJZojRw6ePXtGZGSkliCfL3X59OlTunfvTpMmTfjqq6+YMGECY8aMeWn52qTED8Ds1q1bkmMd4sV/hpIr+TpgwADs7e2176OpU6cmeH2nTp34/fffiYyMTDALorW1NYsWLWLdunUMHTqUAgUKaGe2Mgo5Df4eWrlyJbVq1cLBwYHmzZuza9curdIP8NIyhcZo3rw5a9eu1U6FGQwGAgMDX7t8XzxbW1vc3d3Zvn07FSpUoGzZspiZmeHn50fWrFlTFOPLykqm1kcffUS+fPmYMmWKdpbhVbfr9OnTh5CQEEqUKEHJkiWTLYP5Mk2aNMHLy0s7avP29sbR0VE7mxFvwIABBAYG8tNPPwEvL9P4vPjTxAaDAUhZuUxnZ2dq1qzJlClTEpS2TK4kaEr88ccf2vsUGBjI7t27+fTTT5NdP/6z/XzJVog7Er569Sq9e/dmypQpCeqvb9q0iebNm6coHmPdvXuXvHnzJlr+svchNDSUmTNn0rdvX8aPH8/cuXO5fPlyku0/X0q0dOnS5MqVS6uKZTAY2LVrl7Zvo0eP5ubNm+TNmxd3d3ftc/fBBx9w9epVAgMDCQ8Pf+XvRc6cOalYsSLTpk0jPDwciDsTE//5j/eqkq/xpXEhbtDli2dYmjVrxuPHj9m1a5c2YDM0NFQbPNq0aVNsbW3f6hwAb4scWb8nfH19GTFiBAEBAVhbWzNx4kQg7hrR2LFjGT16NJGRkeTPn5/+/ftjMBjYtGkTgYGBzJ07l549eyZqM36k9KpVq6hUqZJW3jI0NJSGDRvSokULAgIC8PDwQKfTUbBgQYYOHZqgfF+ZMmWoW7cuO3fuZPv27TRo0IC2bdsyaNAg2rRpQ9u2bV/6pdm4cWMuXryo3QbTrFmzBBWa4ssahoWF0ahRIx48eICvry+RkZE0adIkQVlJR0dHevfurZWV/O6777QvlYkTJ/LVV19x//59Tp8+DcSdUn769Ck+Pj48e/aM8uXLU6VKFSwsLJg/fz5jxoyhVq1a5MyZkyZNmtC5c+dk9yNLliwMHjwYa2trsmXLxtdff82NGzfYu3cvjx494uTJk9jZ2WnbvnDhApGRkfj6+hIeHk7jxo1p3bo1jx8/plevXuTNm5cnT54wf/58rKys2LdvHz4+PoSHh9OkSROmT59O27ZtiYyMZOTIkSxcuJDx48fz559/kidPHtq1a5eobnTBggVxcnLi9OnT2lGLp6cnY8eOpXv37jg5OREdHZ2gXCZAu3bt2LJlS4LT5d26dSM8PJyOHTtiZWVFsWLFGDFiBKdOneLUqVMopdi2bVuSc8hny5aN2bNns2nTJoKDgxk9ejSFCxdOsl8dHR2ZOXMmq1evplWrVri4uLBt2zYqV66Mra0tBQoU4KuvvsLCwoLatWvzzTffEB4ejqOjY4LRxPHlIyFuxPKTJ0/w9fUlIiKCFi1acP36dYKCgtiyZQvu7u7akWZS9u7dS6NGjZLcr6TehypVqvD999+j1+uxsLDAxsaGrFmz0qdPH6ZPn66dap46dSqWlpbcuXNHKyUKMG/ePMaNG8eJEycAqF27Nq1btwbizo6MHTuW7NmzExwcrJVsrVevHps3b6Zp06Z89NFH1K9fn0uXLrFhwwby5cuX5Hs0bdo0xowZQ4MGDciePTvVqlWjX79+CfYxvuTr5MmT+fPPP/n888+1kq/VqlWjd+/ejB49mpMnT9KpUydy587NggUL8PT0xNzcHCsrK9q0aUNQUJB2CjwkJISQkBCGDRuGv78/X331VZqdFUnPZG7w98Ds2bM5duwYv//++9sORbzj1q9fz8GDB7Wj8vTs7t279OnTRzuqfF5sbCyff/45ffv2pXr16ly7do2JEydy9+5dateuzZdffpkm93H7+/vToUMH1qxZox1Bvq6MVkp02bJllCxZMtEZo4xOToMLITSffvoper2eY8eOve1QUuT69etJDvoKCwvj4sWL2rXuwoUL88UXX6CUInfu3Gk24crMmTP58ccfTZaoM5JLly4xe/ZsLl26JIk6CZKs33GXL1/Gy8uLy5cvs2nTprcdjngPTJgwgRMnTqT764JZs2bl888/166hPi9LliyMHz+emTNnMmTIEMaOHcv27duZPXs2HTt2TJN4Tp48SYMGDbRbFk1l+vTpANrdB++r6Ohodu/enezkRhmdnAYXQggh0jk5shZCCCHSOUnWQgghRDonyVoIIYRI5zLUfdYxMTE8ffoUKyurRFMtCiGEEG+SwWAgMjKSbNmyvXIK3reWrMPCwti2bRs///wzu3btAiA4OJhJkyaRK1cu7X7I+Mnrvby8OHToEM7Ozty6dQtPT0+ja9A+ffqUmzdvmnpXhBBCiFTLnz9/klPUPu+tJevbt2+TNWtW7t69qy2bNGkSxYsXp127dgQHB1O3bl2KFSuGTqdjypQpbNu2DUtLS2bMmMHEiRMZN26cUduMnzs3f/78Ga8WqhBCiHQlPDycmzdvJlv45HlvLVkXLVo00cQBW7du1Qo0ZM2alWLFiuHt7U1YWBilS5fW5iOuWrUqffr0MXqb8ae+M2XKlOLKM0IIIURaSsll2XRzzTooKIiwsLAEJfocHBx4+PAhoaGhiZYHBAQQFRWVoprGL4qNjU1RqTshhBAirRiTh9JNso6fm+X50nFKKSwtLXn27JlWyCF+ubm5eYpq4ibl+ZKJQgghRHqXbpJ1fM3agIAArXpPQEAA1apVQ6/Xc+3aNW3dwMBAnJ2dUz2i29XVVU6DCyGEeKvCwsJSfPCYbpK1Xq+ndu3aHDhwgIIFCxISEsK1a9eoXbs2jx8/5s8//9QKrB88eJDGjRuneltmZmYJjtSFEEKIN82YPPTWkrWPjw9z584FYOzYsfTo0YORI0cyYsQInjx5wv379/npp5+ws7PDzs6OPn36MGzYMFxcXAgMDGTo0KFvK3QhhBDijcpQhTzCwsK4dOkSbm5uchpcCCHEW2VMTpJpvIQQQoh0TpK1EEIIkc5JshZCCCHSOUnWQgghRDonyVoIIYRI5yRZv0GG2Kh3ql0hhBDpQ7qZFCW9iIqJxdI8bSZM0ZtZcmxuFWIjQ0zWppmVLRV7HjZZe0IIIdIfSdYvsDQ3o4znCp5FRJu03ZzZMnFgWGtiI0OIjTJdshZCCPH+k2SdhGcR0YSYOFmHWFmYtD0hhBAZh1yzFkIIIdI5SdZCCCFEOifJ+h2nM7MkKjYmTdpOq3aFEEIYR65Zv+P0ZhZYmpnz0bxhPIuKMFm7WSyt+bf7OJO1J4QQIvUkWb8nnkVFEGLCZC2EECL9kNPgQgghRDonyVoIIYRI5yRZCyGEEOmcJGshhBAinZNkLYQQQqRzRo8Gj46OZufOnZw7d46QkBBy5MhB3rx5qVOnDlmzZk2LGIUQQogMzagj69WrV1OnTh1WrVpFaGgo9vb2BAQE8Pfff1OvXj3Gjh1LVJSUaxRCCCFMKcVH1lOmTMHCwoItW7aQJUuWRM+HhYWxfv16evTowbRp08iWLZtJAxVCCCEyqhQl64MHD9KgQQNKlSqV7DqZM2emffv2NGrUiM2bN9OhQweTBSmEEEJkZClK1u7u7sk+9+TJE+zs7LTHDg4OkqiFEEIIE0rRNesDBw4QGxubYJmvry/169encuXKVK5cmQMHDqRJgEIIIURGl6JknSlTJvr378/Tp0+1ZX/++Sc//fQT586dY/Xq1axbty7NghRCCCEyshQl63LlyjFgwAB++OEHfHx84l6o11OyZEksLCzImzcvDg4OaRqoEEIIkVGleDS4i4sLkydPZtSoUTRt2pSyZcvSvHlzXF1defjwIQUKFEjLOIUQQogMK8XJ+sKFC9y7d49+/fqxcuVKsmfPztixYzlx4gT16tWjfv36aRmnEEIIkWGlKFnPnDmTjRs34uTkxKNHj5g8eTL37t1j48aN/PDDD5iZmaV1nEIIIUSGlaJr1v7+/uzevZuVK1fi5eXFnj17aNGiBY0aNaJ///4EBwendZxCCCFEhpWiZB0TE6NNI/rkyRPt5/LlyzNw4ECGDh3KjRs30i5KIYQQIgNL0WnwSpUq8fHHH5M5c2ZiYmJYsGCB9lyePHmYPHkya9eupWDBgmkWqBBCCJFRpShZt2jRgurVq3P//n0KFCiAjY1NgudtbGz48ssv0yRAIYQQIqNL0WnwI0eO8OzZM0qUKJEoUb8oKiqKtWvXmiQ4IYQQQqQwWVeqVInly5ezfPlyDAZDsusdPnyY7t27U6lSJZMFKIQQQmR0KToNrtPpGDZsGMuWLaNOnTpUrFiRggULYm9vT0hICPfv38fb25ucOXMyefJknJ2d0zpuIYQQIsNI8aQoAJ06daJly5Zs2rSJU6dOERQUhJ2dHblz52bKlCkvLaEphBBCiNQxKlkDZMmShfbt29O+ffu0iEcIIYQQL0jRNWshhBBCvD2SrIUQQoh0TpK1EEIIkc4Zfc06KiqK1atXc+rUKUJCQnBxcaFVq1a4ubmlRXxCCCFEhmf0kbWnpydz5szBwsKC/Pnz8+jRI9q1a8eOHTvSIj4hhBAiwzP6yNrb21srlxnv3r17DBw4kHr16pk0OCGEEEKk4si6cOHCCRI1xBXzyJ8/v/Y4NDT0tQMTQgghRByjj6ybNGnC6NGjqVu3LhYWFtrywMBATpw4gVKKuXPnsmTJEpMGKoQQQmRURifradOm8eTJE/78889Ez+3duxeIm55UCCGEEKZhdLLu0KEDvXv3fuk606dPT3VAQgghhEjI6GvWySXqW7duaT/369cv9REJIYQQIgGjj6x//vlnlFKJlp86dYrFixebJKgDBw6watUqnJ2d8fX15ccff8TR0ZFJkyaRLVs2AgMDKVy4sMxPLoQQIkMwOllv27YNOzs77XFUVBSPHz+mbNmyJgtq6NChrF+/nhw5crBgwQKWLVuGnZ0d1tbW9OnTh+joaBo1akSRIkUoX768ybYrhBBCpEdGJ+tBgwZRrVq1BMtOnDjBkSNHTBaUlZUVV65cIUeOHISEhFC4cGGWLl3KkCFDALCwsKBSpUrs2bMnVck6NjaW2NjYJJ8zMzN7rdjfN8n1kxBCiNdjzPer0cn6xUQNUL58eUaOHPnKgWcpNWXKFAYPHky5cuUoWrQorVu3Zvz48djb22vrODg4cP/+/VS1f/Xq1SSX6/V6ypQpk6o231dnz57FYDC87TCEECJDMzpZb9iwIcHjqKgojh49SkxMjKli4tKlS/To0YMnT57w66+/UrhwYZRSCW4JU0phaWmZqvZdXV3JnDmzqcJ9r5UqVepthyCEEO+lsLCwZA8eX2R0sp47d26CxGxubk6+fPmYMmWKsU0l6ezZs+zcuVMbrJY9e3aGDx+Oo6MjAQEB2noBAQHkzp07VdswMzOT090pJP0khBBpw5jvV6OTde/evWnWrJmxL0uxJ0+eEB4erj3OlSsXZmZm1K1blwMHDlC9enWio6M5fvw48+fPT7M4hBBCiPTC6GTdrFkzoqOjOXHiBI8ePSJXrlyUKVMm1aekX1StWjWOHz/OgAEDyJEjB3fv3mX69Ol8+OGHjBgxgqlTpxIUFISHhwcFCxY0yTaFEEKI9MzoZH3lyhW6detGQEAA9vb2BAcH4+TkxLx580ySPHU6Hf3790/yualTp752+0IIIcS7xuhkPWbMGDw8PGjevLlWyGPfvn3MnDmTWbNmmTxAIYQQIqMzerrR7Nmz06pVqwQVt2rUqJFgohQhhBBCmI7RyVoplei+2/DwcO7evWuyoIQQQgjxH6NPg5ctW5ZPP/2UevXqYWdnh7+/P15eXjRt2jQt4hNCCCEyPKOTdefOnbGzs2Pz5s08ePCAHDly8PXXX9O6deu0iE8IIYTI8IxO1itWrKBu3bq0aNEiDcIRQgghxIuMvma9ZMmSBDOJxZOCD0IIIUTaMDpZjx8/npMnTyYaZDZt2jSTBSWEEEKI/xh9Gvybb74hPDycsWPHJnpu4MCBJglKCCGEEP8xOlnXqlWLNm3aJFimlGLFihUmC0oIIYQQ/zEqWYeEhJApUyYqVqyY6DkppSiEEEKkDaOuWdva2vLw4UO2bt3KkiVLuHDhgvZcWFgYDRo0oEGDBly7ds3kgQohhBAZldEDzFxcXBg/fjzbt2/nq6++Yu/evQD8+uuv5M2blwEDBrBgwQJTxymEEEJkWEZfs75//z579+7F3NycgIAAJk+eTM2aNdm9eze//PILBQsW5OjRo2kRqxBCCJEhGX1k7ejoiLl5XI7Pnj07sbGx3Lp1i+joaK1EZmhoqGmjFEIIITIwo4+sg4ODmTZtGnnz5uX48eNER0fTvXt33NzcOHDgAObm5ty8eTMNQhVCCCEyJqOT9YgRI5gwYQK7d++mYsWKjBkzBktLSwwGA1988QWXLl1i3LhxaRGrEEIIkSEZnaydnZ2ZMWNGouVmZmasWrWKsLAwbG1tTRGbEEIIIUjFNeuXNqbXS6IWQgghTMykyVoIIYQQpifJWgghhEjnjE7Ws2bNYty4cTx48EBb9ujRIw4fPmzSwIQQQggRx+hkfezYMT7++GOcnJy0Zc7OzsydO9ekgQkhhBAijtGjwfPmzUutWrUSLIuMjOTGjRsmC0oIIYQQ/zH6yDooKIh//vkHpRQAAQEBDBo0iMKFC5s8OCGEEEKk4sh60KBB9OjRg++//x4bGxuCg4PJkycP8+fPT4v4hBBCiAzP6GT94Ycf8vfff/Pvv//i5+eHo6MjpUuXxsLCIi3iE0IIITI8o5M1gIWFBeXLl0+wbO/evdSsWdMUMQkhhBDiOSlK1q1ateLTTz+lffv2dOnShejo6ETr+Pj4cODAAZMHKIQQQmR0KUrWFSpUoECBAgBERUVRqVKlROuEhYWZNjIhhBBCAClM1oMHD9Z+HjVqlFa3+nmNGzc2XVRCCCGE0Bh961ZSiRpg165drx2MEEIIIRIzeoDZwYMHmTRpEj4+PsTGxiZ47ptvvjFZYEIIIYSIY3SyHjFiBLVq1aJfv37Y2NgAoJRi/fr1Jg9OCCGEEKlI1lZWVowYMSLR8qQGnQkhhBDi9Rl9zbpt27YcO3Ys0fKTJ0+aJCAhhBBCJJSiI+sX761euHAhLi4umJv/93K5z1oIIYRIGylK1tHR0VSsWFF7/PzP8cLDw00XlRBCCCE0KUrW/fv356OPPnrpOk2aNDFJQEIIIYRIKEXJ+vlEHRUVxerVqzl16hQhISG4uLjQqlUr3Nzc0ixIIYQQIiMzeoCZp6cnc+bMwcLCgvz58/Po0SPatWvHjh070iI+IYQQIsMz+tYtb29vNm7ciJOTk7bs3r17DBw4kHr16pk0OCGEEEKk4si6cOHCCRI1QJ48ecifP7/2ODQ09LUDE0IIIUQco4+smzRpwujRo6lbty4WFhba8sDAQE6cOIFSirlz57JkyRKTBiqEEEJkVEYn62nTpvHkyRP+/PPPRM/t3bsXAJ1O99qBCSGEECKO0cm6Q4cO9O7d+6XrTJ8+PdUBCSGEECIho69ZJ5eor127pv3cr1+/1EckhBBCiASMPrJ++vQpW7ZsISgoCKWUtvzAgQOsXLnSpMEJIYQQIhXJumfPniilcHFx4fr16xQpUoRbt25J1S0hhBAijRidrO3t7ZkzZw4AixYtokuXLgQHBzNjxgxTxwbAzZs3sbOzw87OLk3aF0IIIdI7o5N1tmzZiIiIwNramsDAQEJCQsiUKRPe3t4mDezhw4dMmzaN8uXL06JFC4KDg5k0aRK5cuXi7t271K5dm/r165t0m0IIIUR6ZHSytrGxoXHjxsyePZuqVavSsGFDLCwscHZ2NllQAQEBdO/enWnTpvHhhx8C8OOPP1K8eHHatWtHcHAwdevWpVixYri4uJhsu0IIIUR6ZHSy/uGHH/jhhx+0x6NHj+b27ds0bdrUZEGNGzeOL7/8UkvUAFu3bqVLly4AZM2alWLFiuHt7U27du2Mbj82NpbY2NgknzMzM0td0O+p5PpJCCHE6zHm+9XoZN22bVvGjBlDoUKFAKhdu7axTbzU7du3+eeffyhevDienp6EhobyxRdfEBYWhr29vbaeg4MDDx8+TNU2rl69muRyvV5PmTJlUtXm++rs2bMYDIa3HYYQQmRoqRpgFh0dnWj55cuXKVq06GsHdPHiRbJkyUKTJk3ImTMnW7ZsoVu3bkDCmdGUUlhaWqZqG66urmTOnPm1Y80ISpUq9bZDEEKI91JYWFiyB48vMjpZf/zxx0ybNo0GDRpgbv7fy9etW8dvv/1mbHOJWFlZkT17dnLmzAlAnTp1+P7774G4a9nxo8IDAgKoVq1aqrZhZmYmp7tTSPpJCCHShjHfr0Yn64ULF6LX65k7d26C5U+ePDG2qSSVKVMGf39/bt26xQcffMDVq1fJlSsXpUqV4sCBAxQsWJCQkBCuXbtm8lPwQgghRHpkdLLu0aMHX3zxRaLl69atM0lAdnZ2zJgxgzFjxlCgQAEePXrE3LlzcXZ2ZsSIETx58oT79+/z008/yb3XQgghMgSjknVISAhz5sxJMlm3bNmS06dPA7z2IK3KlStTuXLlRMtfPJoXQgghMgKjCnnY2trSsGFDvvnmG5o2bcr48eOJjIwE4MiRI3To0IHu3buzatWqNAlWCCGEyIiMrrp17do1ChUqRIcOHfD392f+/PkA/PHHH/Tv359Dhw5x8uRJkwcqhBBCZFRGJ2tnZ2cGDx7MF198wbRp03j06BGxsbEcO3aMVq1aYWZmho2NTVrEKoQQQmRIRifr0NBQ7ecnT55w48YNVq5cSY4cOciaNSsA/v7+potQCCGEyOCMHg1etGhRatSoQZ48ebhx4wYjRozg7NmzdO7cmf79+2Nubk5ERERaxCqEEEJkSEYn6969e1OyZEmuX7/OkCFDKFWqFJ988gkQNxvLyZMnGTZsmMkDFUIIITIqo5M1QI0aNShQoAB+fn7cuXOHvHnzAtCpUyc6depk0gCFEEKIjM7oZP3gwQM8PDy4cOECSil0Oh1lypRh+vTpJi2TKYQQQog4Rg8wGzFiBNWqVWPHjh2cO3cOb29vmjRpwuTJk9MiPiGEECLDM/rI2tLSkr59+2qPHR0dad++fYorhwghhBDCOEYfWWfKlCnRstjYWO7fv2+SgIQQQgiRkNFH1i4uLnTr1o1GjRphZ2eHv78/GzZswM3NLS3iE0IIITI8o5O1h4cH8+fPZ968eTx8+JAcOXLQpEkTevXqlRbxCSGEEBme0cna3NycXr16JUrOjx8/xtHR0WSBCSGEECJOqu6zPnXqFPfu3SM2NlZb9vfff7Nw4UKTBSaEEEKIOKmawWzXrl3kyJEDCwsLbfmTJ09MGZcQQggh/s/oZH3y5El27txJnjx5Eizfu3evqWISQgghxHOMvnXr448/xsHBIdHyQoUKmSQgIYQQQiRk9JH10KFDGTRoEB9++GGC0+D79+/nr7/+MmlwQgghhEhFsu7fvz/nz5/n0aNHWFlZactlUhQhhBAibRidrH18fNi3bx+2trYJlp86dcpkQQkhhBDiP0Zfs27YsCGhoaGJltvZ2ZkiHiGEEEK8wOgj65CQEDp37kzJkiUxMzPTlp85cwYvLy+TBieEEEKIVCTrS5cuUbp06UTLDQaDKeIRQgghxAuMTtbDhw+nfPnyiZafOXPGFPEIIYQQ4gVGJ+vy5cvj7e3Nv//+S65cuWjVqhXBwcF8+OGHaRGfEEIIkeEZPcBs9uzZDBw4kEOHDrF582Ygrsb1mDFjTB6cEEIIIVKRrE+fPo23tzcrVqwgf/78AFhYWHDx4kVTxyaEEEIIUpGsHR0dtclQdDodEDchSkREhGkjE0IIIQSQimvWmTJl4vvvv6ds2bLcvn2bFStWsHTpUho3bpwW8QkhhBAZntHJevDgwcyaNYslS5bg7+/P3bt3adasGd9++21axCeEEEJkeKk6sh48eDCDBw9OsDwiIiJBYQ8hhBBCmEaKkvXx48dfuc66deuYMGHCawckhBBCiIRSlKx79+7N06dPgbhBZUqphI2Ym5MrVy7TRyeEEEKIlCXrNm3a0K9fPwA8PT0ZPXq09lx0dDQ7duwgNjY2bSIUQgghMrgU3boVn6gh8RzgFhYWNG7cmIULF5o2MiGEEEIAqbjP+uHDhxw5ciTBst27d/Ps2TOTBSWEEEKI/xg9GrxPnz588803WFtbkz17dgICAnj8+DEjR45Mi/iEEEKIDM/oZF2qVCn++ecfvL29efDgAfb29lSoUEGbelQIIYQQpmV0sgbIli0bTZs2NXUsQgghhEiC0deshRBCCPFmSbIWQggh0rlUJWulFHfv3iUwMNDU8QghhBDiBUYn6xMnTlC9enXq1atHt27dAPD39+e3334zeXBCCCGESEWynjFjBkOHDsXLy4vChQsDkCNHDrZs2WLy4IQQQgiRitHg+fLl02pXW1paAhAbG8vDhw9NG5kQQgghgFQcWQcGBnLgwAFCQ0PR6XSEh4czbtw4ChUqlBbxCSGEEBme0UfWffv2pWfPnjx8+BC9Xs/q1avJmzcvCxYsSIv4hBBCiAzP6GTt5ubG9u3bOXPmDP7+/jg7O/PRRx9hbp6q+VWEEEII8QqpyrCWlpZUrFgxwbJff/2Vb775xiRBQVx1r549ezJ16lQsLCyYNGkS2bJlIzAwkMKFC9O+fXuTbUsIIYRIz4xO1gcPHmTSpEn4+PgkqmFtymS9YMEC9uzZA8DChQuxtramT58+REdH06hRI4oUKUL58uVNtj0hhBAivTI6WY8YMYJatWrRr18/bGxsgLhJUtavX2+yoDZs2IBe/9/Yty1btjBkyBAgrn52pUqV2LNnjyRrIYQQGYLRydrKyooRI0YkWl6pUiWTBHT69GmuX79OmzZtmDp1KgD379/H3t5eW8fBwYH79++nehuxsbGJzgrEMzMzS3W776Pk+kkIIcTrMeb71ehk3bZtW44dO5bomvXJkycpV66csc0l8ODBA5YvX86kSZMS3LetlEKn0yV4HH+Pd2pcvXo1yeV6vZ4yZcqkut330dmzZzEYDG87DCGEyNBSlKy7dOlCdHS09njhwoW4uLgkGAHu4+PDgQMHXiuYX3/9FRsbG0aPHk1oaCgA48ePx9HRkYCAAG29gIAAcufOnertuLq6kjlz5teKNaMoVarU2w5BCCHeS2FhYckePL4oRck6Ojo6wZH0i0fVAOHh4SkML3menp7az3fv3uXvv//mhx9+YM6cORw4cIDq1asTHR3N8ePHmT9/fqq3Y2ZmJqe7U0j6SQgh0oYx368pStb9+/fno48+euk6TZo0SfFGX8Xf359ly5YBsGzZMjw8PBgxYgRTp04lKCgIDw8PChYsaLLtCSGEEOlZipL184l6zpw59O7dO9E6mzZtom/fviYJKkeOHAwbNoxhw4Zpy+IHmwkhhBAZjdFzg1+7di3RstjYWLZu3WqSgIQQQgiRUIpHg3fv3p2wsDCuX7/Ol19+qS1XSnHv3j2sra3TJEAhhBAio0txsm7dujVnz54lKCgo0QAzW1tb6tevb/LghBBCCGFEsq5Tpw516tShcuXKVKlSJS1jEkIIIcRzjL5mLYlaCCGEeLOMTtZCCCGEeLNSlKzHjx/PiRMn0joWIYQQQiQhRcna19cXNzc3ADZu3JjkOn5+fqaLSgghhBCaFCVrKysrwsLCANi9e3eS6yxZssR0UQkhhBBCk6LR4DVq1KBmzZpa9aX4o+wXDR482HSRCSGEEAJIYbJu3bo11atXx9fXl6VLl/L1118neF4pxapVq9IkQCGEECKjS/F91s7Ozjg7O1OgQAGcnZ0TPS+lFIUQQoi0keJkHc/Z2Zl9+/bx999/4+fnR86cOWnevDkff/xxWsQnhBBCZHhG32f9xx9/MGjQIMzMzChdujRWVlYMHz6ctWvXpkV8QgghRIZn9JH1pk2b8PLywsHBQVsWGRnJoEGD+Oyzz0wanBBCCCFScWRdoECBBIka4m7typQpk8mCEkIIIcR/jE7WT58+5ezZswmWHThwgHv37pksKCGEEEL8x+jT4L169aJr165kzpwZOzs7AgMDCQkJYd68eWkRnxBCCJHhGZ2sS5QowY4dO9i3bx8PHjzA0dGRGjVqYG9vnxbxCSGEEBme0ckaIEuWLHzyySemjkUIIYQQSZASmUIIIUQ6J8laCCGESOdMlqz//fdfUzUlhBBCiOcYfc06JCSENWvW4OPjQ3R0tLb8zJkzeHl5mTQ4IYQQQqQiWXt4eHD9+nXKlCmDjY1NWsQkhBBCiOcYnayvX7/Otm3bEiVqHx8fkwUlhBBCiP8Yfc26bNmyKKUSLc+ZM6dJAhJCCCFEQkYfWZcvX55+/fpRv359LCwstOXbtm2TWcyEEEKINGB0sl66dClKKX755ZcEy588eWKqmIQQQgjxHKOTdffu3WndunWi5Rs3bjRJQEIIIYRIyOhkHZ+ob9++jZ+fHzlz5sTFxYXmzZubPLi3wWAwYGWmI9rctPPFWJrpiI2NBb0l6K1M17DektjYWKz0ZkTrUzV7bJKs9GZx8Yo0odPp0OtlTiIhRMroVFKjxV7i4cOH9O7dm/Pnz2vLypYty/Tp03F2djZ5gKYUFhbGpUuXcHNzI3PmzAmeMxgM3Lp1i4iICO4FhWAwqldezVyvI5edDZHB95McoJdaOr0eqyy5uBcchAHTtatHR56sUpwlLVlbW/PBBx9I0hYig3pZTnqR0Ydiw4cPp1q1asyYMQNnZ2eePHnCP//8w+TJk5k6dWqqg37b/Pz80Ov1FC5cmOgHgRhMnK3N9XpcczsQ6heLMpjuiFVvZkFmR1ei/e4Rqwwma9dMp8fVKY/J2hMJKaW4d++ednZKCCFexuhkbWlpSd++fbXHjo6OtG/fnqtXr5o0sDdJKcWTJ0/Inz8/5ubm6HR6dDrTJmudXo+ZmRl6vQ6FzmTt6vU6zMzM0Ol16JTp2tXp4toVacfZ2ZmbN2/i7OyMTme6904I8f4x+vxbpkyZEi2LjY3l/v37JgnobVBKoZRKcCuaEGnNwsJC++wJIcTLGH1k7eLiQrdu3WjUqBF2dnb4+/uzYcMG3Nzc0iK+N0K+LMXbJJ8/IcSrpGpu8Pnz5zNv3jwePnxIjhw5aNKkCb169UqL+IQQQogMz+hkbW5uTq9evSQ5v0fu3rzN6iW/EeD3mMy2NoSGhOBWsiQ/jR77tkMTQghBCpP12bNncXFxwcHBIdlr04sXL2b48OEmDU6kvZvXbzC670C+/q43VevVBuD6pSssnjH7LUcmhBAiXoqSdfysZf369ePTTz8lODgYiLvWptPptP8lWb97lsz8mWr162iJGqCQWxHKu3/8FqMSQgjxvBSNBv/ll1/o1KkTAI0aNWLnzp3s3LmTXbt2aT+3b98+TQMVpvc0KIjLZ89TrX7dRM+17tSB69ev065dO7766iv++OMPKlasyLVr1wgNDcXT05PBgwfz9ddf069fP21u+EmTJlGpUiXu3r0LxJ1xcXd35+jRo4SGhvLdd99RunRpdu7cScuWLalatSqLFi16k7sthBDvnBQl648++ggHBwcARo0aRZ48eRL8c3FxoXv37mkaqDC9xw8fAZDLJenJTwoVKkSVKlW4evUqzs7OLFu2jFy5cjFu3DggLjEvXrwYc3NzPD09AWjfvn2Coi5ff/01/v7+ANjY2NC2bVvCw8OJiIhg3bp1TJo0iSlTpnDlypU03FMhhHi3GX2f9fMTojxv5syZrx2MeLOSumXI/5EfP4+fzNgBQxg4cCCRkZHky5ePunXralPibd68mcaNG2uv+eyzz9ixYwdRUVEp3nb9+vUBcHd3J1euXJw6der1d0gIId5TJpmU+ObNm+zZs8cUTYk3KIezEwB3fG8mWNbrh0GcOXaCVq1aYWVlhbn5f0MbAgMDiYqKws7OTlvm7OyMwWDg8ePHKd62paWl9nO2bNkICQlJ/Y4IIcR7LsW3btWuXZsHDx4AJDkBSrVq1UwXlXgj7LNn58Mihfn7rzUULVUiZa+xt8fc3JyAgABt2ZMnTzAzM8PR0ZHAwEAA7Sg7MjLype0ZDAYePHiAi4tLKvdCCCHefylO1suWLePWrVssW7aMb775JsFztra2FC1a1OTBibT3Za/ujO0/hC2r19G41afodDpiY5IvNGJmZkaDBg1Ys2YN7u7uAOzYsYNGjRphaWlJ9uzZsbGx4ejRo3z44YesWbMGGxubZNvbtm0bFhYW1KhRw+T7JoQQ74sUJ+u8efOSN29ebt++jaura4LToOLd5fZRSUbPmc663/7gwI5dZLO3JyoykhbtvsDS0pI9e/bw8OFDVqxYQdu2bQHw9PRk7NixdO/eHScnJ6Kjoxk5ciQQN9/10KFDmT59OuvWreObb77Bzs6OjRs3UrJkSW27w4YNIzIyEj8/PxYtWvTK8nBCCJGRGT2D2bx58yhbtqwk6/dIwaKuDBz/Y4JlZjo9JZ3zsm7dukTr29nZ8dNPPyXbXuvWrWndurX2OH4w2fPiR5QLIYR4NaMHmA0fPpzLly8nWj5v3jyTBCSEEEKIhIw+sp4+fTqPHz9mxowZCeodBwYGyr3W4qVCQkJYuHAhEHeP9uDBg99yREII8W4wOlnnzZuXbt26JVimlGLz5s0mCSgyMpIJEyZgYWGBj48P1tbWTJo0CUtLSyZNmkS2bNkIDAykcOHCMmvaO8bW1pZff/31bYchhBDvHKOT9dixY3Fyckq03FS3bllYWHD27FnWrVuHUorPPvuMVatWERERgbW1NX369CE6OppGjRpRpEgRypcvb5LtCiGEEOmV0cnaycmJffv28ffff+Pn50fOnDlp3rw5H39smsIPer1emw1Np9Npfxhs2bKFIUOGAHEJvVKlSuzZsydVyTo2NpbY2NgEj5VSSc7oldFJn6Sd+M/c859FIUTGYczvvtHJ+o8//mDWrFnUqlWL0qVLExQUxPDhw+nduzctW7Y0trkk5c2bF4Bnz55x9epVxowZw+zZs7G3t9fWeVm5zle5evVqomXm5uZERERga2ubuqDfU+Hh4ZKw04jBYCA6Oppz58697VCEEOmc0cl606ZNeHl5aYU9IO4686BBg0yWrOPNmjWLHj164OjoqJXhjKeUSjBlpTFcXV0T3NcbGxvL9evXsba2fu2Y3zeZMmV62yG8t2JjY7GwsMDNzS3BYE0hRMYQFhaW5MFjUoxO1gUKFEiQqAGsrKxM/qW+Y8cOLC0tad26NYGBgTg6OiaY4jIgIIDcuXOnqm0zM7NEX446nS7BHwMAuv8vNwV9fDs6Pej+f6SqFJC+j1pNtf8isfjPXFKfRyHE+8+Y33ujk/XTp085e/YspUqV0pYdOHCAe/fuGdtUso4ePcrVq1cZOHAgfn5+TJs2jbp163LgwAGqV69OdHQ0x48fZ/78+Sbb5ot0QKGc9mS2NLqLXsrW6b951SOjoogKuMLbTtiHd+9j5cIltPyyHTUaJp7A5G26c+cO48aNIzIykiVLlrztcIQQ4q0wOhP16tWLrl27kjlzZuzs7AgMDCQkJMRkk6JcuHCB7t27Y2lpyW+//UZ0dDSVK1fG09OTESNGMHXqVIKCgvDw8KBgwYIm2WZSdDodmS3NKeO5gmcR0SZvP4u1BadHtyVKp/v/EXbK/Hv+Cru9j9CvZyeTxVKldg02rVyVbBhXrlxh6dKluLi40KtXLwBOnDhB586dtbMsZmZmuLm5MXfuXJPFBXHjF6pWrcr27dtN2q4QQrxLjE7WJUqUYMeOHezbt48HDx7g6OhIjRo1Egz+eh3Fixfn9OnTST43depUk2zDGM8ioglJg2SdWgcOn8T74Al6fN0Ga2urZNdTShEZEYH1a16eiIqK4tGjRwQHB2MwGLTlzs7OdO7cmQEDBgCwatWqBGdbMorQ0NCXFioRQghTSNU53ocPHxIaGoperydTpkwyCOkNCQh8gq2tDZXKl8Jr534+/aQuEJcwZoweh1327ISFhBIeHoZer6dMpQoUcC3M1tXryOZgj+/V69Rr1oRy7lWICA9n6exfsLCwIEvWrAQ+Dkhym5aWllSvXp2tW7cmWJ43b1769OkDxA2U8vX15fPPP0/0+t27d7N161by5MnD/v37GTdunHYEvmjRIiZOnMjGjRu5cOECffv2pUWLFgBs3LiRHTt2ULBgQS5cuJCoXT8/P/r27UtQUBDLli3D2dmZSZMm4ePjw+TJkzl48CB79+4lR44c3Lhxg169elGyZEkmTZrEP//8w+7duwkJCWHs2LHcvHmTlStXsnbtWiZPnszQoUPx9vbmzJkztGnTRpsEaNasWTx8+JBs2bJx48YNcubMSebMmenVqxfTp0/Hzs4OHx8fXF1d6dmzJ2vWrGHy5Mn079+fX3/9la5du9KmTZtUv/9CiIzL6GS9ePFipkyZQq5cuciWLRv379/HysqKxYsXU6hQobSIUfyf1479tGhSm6fBIQz9cbqWrFesWEFkRCQde8YlFY82X9LJowfl3aswuEsPev0wiHwFC3D+1Bl+Hj+Zcu5VWLvsDwyxBroM8gDg9NFjRscTPxp/69atVK1aNcl1zM3N6dq1K0WLFsVgMPDXX38xatQomjVrxsyZMzEzM2POnDmsX7+eadOm0aJFC65evcr48ePZtWsXtra2LF++PNFpcCcnJ0aPHs0XX3yBlVXcGQYzMzMGDRqEv78/48ePZ+fOnVhbW3P48GE8PDzYsWMHtWrVYv369UDcjGoVK1bURmN+9tln/PDDDzx79oxp06Zx7Ngxvv76azp27Mi1a9dYvnw5R44cQa/XM3ToUDJlysSQIUMYP348BQoUoGPHjkRGRlK+fHmaNGlCq1atGDZsGNHR0Wzbtg293uip+IUQAkhFsl66dCmLFi3SJkFRSuHl5cXYsWNZunSpqeMT/xcTE8uhY6e5ffcBAE+Dn3H67CXKlSmFvb09z54+BSAqMpKI8HDsHOwJCw3l5vUbHNqzl6Pe+4mMiMDlg3wAnDt5iqZftE52e8ZYvXp1su99yZIlWbduHSdPnuTatWuJqrVVqlQJgKJFi+Ln5wfEDTAsUaLEK+95L1y4MFWrVuXPP/+kZ8+e3L59m4IFC7J8+XKKFCmi3YpXuXJlAgIC8PX1TdH+PB9TdHQ0QUFBZMuWjZiYGEJDQ8mSJQuBgYHamInjx48TFBTE7NmzAShfvjzR0f9dOqlYsSLm5qYdqCiEyFiM/gbJkSNHgtnKdDodjRs3Zs+ePSYNTCS0Z/9Run7ZirIfFQNg6z/erFrvRbkypWjZsiXHzv/LLxOnkilzJr7q24tCbkUJDwsDoGHLFtg5JBxTEBsTi07/+rdlXb58GTs7u2SPGr/99ls6d+5M48aNCQwMTPauATMzM23ylZiYmBTfMtazZ0+6dOlCuXLltNnsDAZDgolcdDoder1eu1UqpZO8xN9WYTAY+OCDD5g8eTL9+vWjSJEilClThk6dOmnt16pVi8aNG6eoXSGEMJbR5+V69uzJ1q1biYmJSbD8+QlFpkyZ8vqRpRNZrC2wTYN/WawtjIpj174jlC5ZVHtc3b08B4+c5rF/IDqdjoDH/uTO50KtJg2pXLM6AJkyZ8a1RDE2/LFSe11EeDgA+QsX5OShIwA8DQrC/5Ffqvpn69atfPTRR8k+f/36dW3w4c2bN1PUppubG2fOnCEoKAjgpTN8FS1alFKlSjFu3Dg++eQTIO7I+OzZszz9/9mGCxcukCNHDgoUKED27Nl59uwZjx49AuDgwYMpigkgKCgIe3t7ateuTefOnbGwiHsPq1Wrxm+//Ub4//s2MjIywWA8IYR4XUYfWQ8cOJCIiIhEy5VSrFmzJsF67zKlFGFRMZwe3TbNthEZFZWi27amz13GmXOX2bbzAI3rxyXi7bsOotfrGTZmOiNGZschRw4y29qweeUaLp89xxddO1OtXh08hg9h0bRZDO7aE8eczlSq7k61+nVp/dWX/DxuMiN6fkeRksUp5FaUcydPUbG6O5lfGN38+++/c+zYMWxtbSlUqBCNGjXSnvPy8mLkyJHJxt6jRw+GDx+Ou7s7RYsWZdOmTVy+fFk7E7Nz506aN2/O7t27gbgZ8po1a8Znn31Gu3btKFy4MMWKFePs2bOcOXOG0qVLJ9rGt99+y7x587TbyIoUKcIPP/zAwIEDKVKkCPfv3+fnn3/GwsKCggUL8tlnn/Hll19StmxZypcvz7///svx48d58OCBFpOrq6sW0+bNm+nYsSP37t2jfPnyeHl5MWTIEOrUqcOQIUPo3r07T5484fPPP8fZ2ZmSJUvi4eHBhg0bgLiR8t99951MZSuESDWdMnLi5379+tG2bfIJTCnFokWLWLBgwWsHZ2phYWFcunQJNze3RNONXr16FVdXV8zMzDh31x+DQZl0BjNzMz1uuR0I8buEMvx/8nYTzGCmN7Ng8Oifccibm5ad4kqG7vX6h+3rNzJhwc+pbtdMp6ekc97Xiu1N2bp1K1myZDFZ5bek/Pbbb+zcuZPffvsNgLt371KvXj2OHz+e6iT84udOCJGxJJeTkmL0kfW4ceNe2WiJEiWMbTZdUpiu6pQhvh1liPtnQp06dWLC1CkEP32KTdYs+N1/QOc+PU26jfRIKUWlSpWoWbMmkydPTtNtNWjQgIMHD/LDDz/g7OxMYGAgo0ePlqNlIcQbYXSyzpQpE3/88QdbtmxJUCKzdev/RhbLJBFvVoUKFfhx5lRiTfxHQHqn0+lYs2aNVqUtLTk7O6fp9LZCCPEyRifr2bNn4+XlRePGjXF2dubJkyesWbOGoKAgbfIIId6UfPnyve0QhBAizRmdrA8fPsz69esTjP7u2rUrgwcPNmlgQgghhIhj9K1b+fPnT1T3Wa/Xm+zarhBCCCESMjpZh4aG4uXlpd1HGhUVxV9//ZWg1rQQQgghTMfo0+ADBgyge/fuDBgwAFtbW0JCQsiZM+d7OfjGlLdu6ePb0elBFz8y/PVv3RJCCPH+MzpZ58uXj40bN3L+/HmtRGbp0qW12ZzeFzrALWcWLCytX7muMWyd3LSfY6PDCfO/zttO2Id372PlwiW0/LIdNRrWT/T80qVLuX79Or6+vnzzzTfUrFnzzQf5FsTXak9qENuePXvInj17hiwLKoR484xO1rVr12bu3LmUKVOGMmXKpEVM6YJOp8PC0ppjc6sQGxli8vbNrGyp2PMw6HQpmsUs3r/nr7Db+wj9enYyWSxVatdg08pVSYZx//59fvrpJ06ePMn9+/fJkiWLybb7Mn5+fqxatYrz588zb948bfmdO3eYPHkyuXPnxsfHh86dO+Pu7p7o9V5eXlSsWJHs2bMbve3IyEhmzJiBtbU1HTt21JbPnj2b5cuXa4+3bNlidNtCCJEaRifrjz/+mKioqETLjx49qlUrep/ERoYQG2X6ZJ1aBw6fxPvgCXp83QZra6tk11NKERkRgfVr1hq/ffs2NjY2WFlZUaBAgddqyxjxFbJCQ0MTLJ8xYwaNGjWicePGnDlzhlGjRiVK1rGxsXz33Xds3rzZ6GStlKJ37960bNkywbSqAP7+/hw5csRkl0aEECKlUlV1a/To0VSrVi3BFIm7d+9m3bp1Jg1OJBQQ+ARbWxsqlS+F1879Wj3r0NBQZoweh1327ISFhBIeHoZer6dMpQoUcC3M1tXryOZgj+/V69Rr1oRy7lWICA9n6exfsLCwIEvWrAQ+TjxAMDg4mHXr1hEeHs7o0aNp3bo1u3fvZuHChYwaNYopU6YwYcIESpQoweTJk8mRIwd+fn44ODjw/fffc/PmTUaMGEGhQoXQ6/UcOHCABg0aUL58edauXcuFCxeYOXNmkvN9V6pUKckKXVZWVly5coXGjRsTEhJC4cKFE62zaNEiAObPn0+2bNkYPnw4T58+TTLGFy/f/PXXX2TPnj1Roga0ql1CCPGmGZ2svby8cHJy4sSJEwmWx9ciFmnHa8d+WjSpzdPgEIb+OF1L1itWrCAyIpKOPeMmpfFo8yWdPHpQ3r0Kg7v0oNcPg8hXsADnT53h5/GTKedehbXL/sAQa6DLIA8ATh89lmh7WbNm5bPPPmPfvn14enoCkCVLFmbNmkWWLFnYu3cvZmZmDBgwgGLFitGlSxeUUnTs2JFVq1bRvn178ufPz507d1i8eDEXL16kTZs2lChRgrlz5/LDDz/w119/JZmsk/P999/j4eFBr169cHFxYezYsYnW6datG1OnTuXbb7/F1dUVgLFjxyYb4/PmzZtH/fr1GTduHI8ePaJZs2bUrRvXz+fPn6dWrVrkzp2bXr16JSgVK4QQaSlVVbfiv7yeJ/Ws01ZMTCyHjp3m9t24ylBPg59x+uwlypUphb29Pc/+Xw4yKjKSiPBw7BzsCQsN5eb1Gxzas5ej3vuJjIjA5YO4wVLnTp6i6Retk93eq1SqVAlz87iPz4EDB7RruzqdjqpVq3LkyBEtERYrVgwzMzPy589PTEyMVlIzX758nDlzxqjt3rx5E3d3dwoXLsyUKVPInj17imbOe1WMEDeg7MGDB1SrVo1q1apx+/ZtWrRowV9//UXhwoVZs2YNBoOBzZs34+HhwZ49e8iaNatR8QshRGqkOFn7+vqyd+9eMmXKRHBwcKIvqVq1apk8OPGfPfuP0vXLVpT9qBgAW//xZtV6L8qVKUXLli05dv5ffpk4lUyZM/FV314UcitKeFgYAA1btsDOwT5Be7Exsej0pjmlq5RKUL9Zr9cnebpYr9cnemzMZDpRUVEMHDiQ7du3Y2lpSYkSJahfvz6NGjV65fzgKYnR0tISgOLFiwNxf0wULFiQ8+fPa6fb9Xo9zZs3Z8mSJdy8eVNGgwsh3ogUTYpy/PhxPv30U37++WfGjx9P69atCQwMTOvYxHN27TtC6ZJFtcfV3ctz8MhpHvsHotPpCHjsT+58LtRq0pDKNeNqXmfKnBnXEsXY8MdK7XUR4eEA5C9ckJOHjgDwNCgI/0epv4xRuXJl9u3bpz0+deoUVatWTXV7yYmOjiY4OFgb4Ghvb0+mTJmSLC9paWlJUFCQUTHa2tpSvnx59u7dC0BERAT379+nVKlSnD9/Hh8fHyDuCDw8PJxChQqZeheFECJJKUrWs2fPZtiwYZw4cYITJ05Qo0YNli1bltaxpQtmVraYWabBP6uUl1acPncZZ85dZtvOA9qy7bsOotfrGTZmOpcvX8YhRw4y29qweeUa+rTtxP4duwDwGD6EB7fvMLhrT34a/iPH9x8EoPVXX+L/0I8RPb9j88o1FHIryrmTpwh7bvR1TEwMW7duJTw8nMWLFxMZGcnGjRuBuHuv449UR4wYwY0bNxg1ahTjx4+nSJEitGrViuvXr3Px4kVOnz5NYGAgu3bFxbR9+3ZCQkI4duwYvr6+XLhwIdE+e3t7s3r1aq5fv87cuXOBuGpuP/74I4MHD2bixIkMHToUT09PcufOnej1rVu3ZujQoUydOpWgoKBkY3zR5MmT2bFjB6NHj2bo0KH88MMPFCxYkIcPH+Lp6cmECRMYN24c06ZNe2WpWCGEMBWdSsF5yC+++IK//vpLexwdHU337t21UbcA4eHhZHrN24TSWnKFvmNjY7l69Squrq6YmZlx7q4/yqDSZFKU55liUhS9mQWDR/+MQ97ctOwUd/11r9c/bF+/kQkLfk51u2Y6PSWd0770ZEb24udOCJGxJJeTkpKia9YvToRhYWGR6Pqjp6cnU6ZMMTLU9EsBlx4+Q6czzT3W5mZ63HI7EOJ3CWWI/f9GTDPdaKdOnZgwdQrBT59ikzULfvcf0LlPz9duVwghRPqQomR9+vRp2rRpk2DZtWvX+PTTT7XHN2/eNGlg6YECk1UTM8S3owxx/0yoQoUK/DhzKrEmblcIIUT6kOIj6xcH4zz/WCnFhg0bTBqYEEIIIeKkKFkPGDCATz755KXrJDWTlBBCCCFeX4pGg78qUQM0bNjwtYMRQgghRGIpStZCCCGEeHuMnm40I9GByQo36OPb0elBFz/YzDSjwYUQQrzfJFknQwcUypmNzP+fgtJUbJ3ctJ8joyOI8r/G207Yh3fvY+XCJbT8sh01GtZPdr3IyEh8fX0pWrRooucCAgLw8vKiQ4cOJo3tzp07jBs3jsjISJYsWWLStoUQ4l0hyToZOp2OzJaWfDRvGM+iIkzefhZLa/7tPo4one7/R9gp8+/5K+z2PkK/np1MFkuV2jXYtHLVS8NYvXo1Z86c4auvvtKWHT16lJ49e2oFPcaMGWOymOLlzZuXqlWrsn37dpO3LYQQ7wpJ1q/wLCqCkDRI1ql14PBJvA+eoMfXbbC2tkp2PaUUkRERWJtgVrn58+fj5+fH2LFjE1wWuHv3LosXL9aqaAkhhEgbkqzfIQGBT7C1taFS+VJ47dyv1bMODQ1lxuhx2GXPTlhIKOHhYej1espUqkAB18JsXb2ObA72+F69Tr1mTSjnXoWI8HCWzv4FCwsLsmTNSuDjgCS3efXqVTZv3sy6desSXb+/e/fuK6ut7d69m61bt5InTx7279/PuHHjcHNzY+7cuSxatIiJEyeyceNGLly4QN++fWnRogUAGzduZMeOHRQsWDDJucPjLV++nEuXLpE1a1Z8fX0ZMmQIISEh9OrVi2LFijFr1ixiYmLo1q0bJUqUYPDgwfzyyy+EhYXx7NkzgoODGT9+POfPn2fkyJHUq1eP48ePkzNnTqZOnWrEuyOEEGlHkvU7xGvHflo0qc3T4BCG/jhdS9YrVqwgMiKSjj3j6jp7tPmSTh49KO9ehcFdetDrh0HkK1iA86fO8PP4yZRzr8LaZX9giDXQZZAHAKePHktymwsXLiR//vzMmjWL27dvU7JkSbp06YJer+fp06e0atUKW1tbWrdurdWLfp65uTldu3alaNGiGAwG/vrrL0aNGkWzZs2YOXMmZmZmzJkzh/Xr1zNt2jRatGjB1atXGT9+PLt27cLW1pbly5cneRr80KFD/PXXX2zatAmdTseaNWsYMGAAa9as4auvvsLb2xsLCwssLCywt7dn4MCB7Ny5k4sXLzJ79mwAOnTowObNm2ndujUODg74+vqydOnSRNPpCiHE2yTJ+h0RExPLoWOnuX33AQBPg59x+uwlypUphb29Pc+ePgUgKjKSiPBw7BzsCQsN5eb1Gxzas5ej3vuJjIjA5YN8AJw7eYqmX7R+5XYvXrxIrVq16N+/P+Hh4bRt2xZbW1vatm2Lp6cnnp6enD17lp49e/Lhhx/i7u6e4PUlS5Zk3bp1nDx5kmvXrmFnZ5fg+UqVKgFQtGhR/PziynQePXqUEiVKYGv78spk+/fvp0yZMtoRf7Vq1Rg2bBghISG0atWKOXPmcPv2bSIiIihevDh6vZ7jx48TEBCgJWsHBwesrf8r1lKhQgUsLCxe2S9CCPEmSbJ+R+zZf5SuX7ai7EfFANj6jzer1ntRrkwpWrZsybHz//LLxKlkypyJr/r2opBbUcLDwgBo2LIFdg72CdqLjYlFp3/1bWmWlpYUL14cgEyZMuHu7s7Zs2dp27attk6pUqVo3LgxFy9eTJSsv/32Wzp37kzjxo0JDAzk3r17SW7HzMxMm4c9JiYmRbfMGQyGBHO3xx8N63Q6bGxs+Oyzz1i1ahVmZmZ8+eWX2nOFCxfGw8Pjle0LIUR6Ief63hG79h2hdMn/bpmq7l6eg0dO89g/EJ1OR8Bjf3Lnc6FWk4ZUrlkdgEyZM+Naohgb/lipvS4iPByA/IULcvLQEQCeBgXh/8gvye3WqFGDvXv3ao+vXr1K2bJlCQkJYffu3UBc0rxw4YJ2lPy869evY28f94dCSou9uLm5cebMGYKCggA4d+5ckutVqVKFw4cPExUVBcQVnClTpgw2NjYAdOzYkc2bNwOQPXt2IO7o28vLizt37mjthP+/T4QQIr2SI+tXyJJG9ayNaXf63GWcOXeZbTsP0Lh+XCLevusger2eYWOmM2Jkdhxy5CCzrQ2bV67h8tlzfNG1M9Xq1cFj+BAWTZvF4K49cczpTKXq7lSrX5fWX33Jz+MmM6LndxQpWZxCbkU5d/IUFau7k/n/yQ7ijozHjx/PkCFDsLCwoGjRorRq1Ypbt27x66+/cujQIZ4+fUq7du0oVapUoth79OjB8OHDcXd3p2jRomzatInLly+zZ88eAHbu3Enz5s21xL9p0yaaNWvGZ599Rrt27ShcuDDFihXj7NmznDlzhtKlS2tt16xZkytXrtCvXz8KFizI/fv3+emnn7TnXVxcKF++PNWrV9eWubu74+HhQY8ePbC3t6dAgQL06dOHS5cucefOHfbs2YO7uzsFChRI8fsjhBBpTadMVQPyHZBcoe/Y2FiuXr2Kq6srZmZmnLvrjzKoNJkU5XmmmBRFb2bB4NE/45A3Ny07tQdgr9c/bF+/kQkLfk51u2Y6PSWd86b69e8yg1L/zTiXhm2/+LkTQmQsyeWkpMiRdTIUcP3hU5NNN2pupscttwMhfpdQhtj/b8Q004126tSJCVOnEPz0KTZZs+B3/wGd+/R87XYzKr1OxwW/exhMXB9cr9NT3CmPSdsUQmQMkqxfQgGmOvFgiG9HGeL+mVCFChX4ceZUYk3cbkZmUAbpTyFEuiEDzESaMqThVZa0bFsIIdITObLGdJW1RGJ6nY6L9wKINXFiNdfrKZrLjriSK+82+fwJIV5FkjVxX5Y6nY7o6GgZ6JMGYpXCYDBtsjboFDqdnlC/SygTnq7W6c2xcSxisvZeJjo6WvvsCSHEy0iyJi5Z29nZ8ejRI/LkyYNSBpNdq46nDHGjfw0GhTJl4tIpYmNjUQZl0pjV/9s1SVtp2J9x+26aOAH0Zro06U9I2KdKKR49eoSdnZ0kayHEK0my/j8nJydu3brFtWvX8AsKwcQHgpjrdZiF+BMZ/MikSUCn12MVpMMvOAiDCeti69Fh8STUJG1Jf8Z5sU+tra1xcnIy6TaEEO8nSdb/p9frKVCgAAaDgVbD/iAkMsak7TtnzcThEa05NqcDsVGmSYIAlrZOlOy2h5a/DCUkKtJk7dpaWnG+xwSTtNVq+J8Zvj8hYZ/qdDopFiKESDFJ1i/Q6/VExioiY0x7205UrIq7Hm6IAoMJk4AhCjMzMyINsUQaTJcQLQzmJrt+L/0Zx5R9KoTIWN6pZO3l5cWhQ4dwdnbm1q1beHp6kiVLlrcdlhBCCJGm3pnzcPfu3WPKlCmMGDGC3r17kydPHiZOnPi2wxJCpEBUrGnPUqR1u0KkN+/MkbWXlxelS5fG8v9zdVetWpU+ffoY1YbBEHcqNjQ0NNmRzmZmZhR3tiUsyrRfAtltrQgLC8PMvii6aNNVedJnciAsLIzidjkJizbd6eDMFnHxvu6IcOnP/5iqTw0KLMxNfzrdEBON3jztanl33DiHsOhok7WX2cKCJc27ERmb8aqmGZTCwtz0X9/RMTFpNi++SCwiIgL4Lze9zDtTyGPMmDEAjBgxAgAfHx8aNWrEuXPntAT+KgEBASku0yiEEEK8Cfnz59fK+CbnnTmyNhgMCQbnKKUwNzfH3Ii/LrNly0b+/PmxsrKSkbhCCCHeKoPBQGRkJNmyZXvluu9MsnZ0dOTatWva48DAQJydnY1Kuubm5q/860UIIYR4U2xtbVO03jtzeFmvXj2OHz9OZGTcdcSDBw/SuHHjtxyVEEIIkfbemWvWAKtWreLYsWO4uLgQGBjI0KFDyZQp09sOSwghhEhT71SyFkIIITKid+Y0uBBCCJFRSbIWQggh0jlJ1kIIIUQ6J8laCCGESOckWQshhBDpnCRrIYQQIp2TZP0OCw4OftshvLekb9OW9K/pSZ++OW+jr9+Z6UbfZUWKFKFv3740bdqUPHnyMHPmTGJjY4mNjcXa2po+ffqge0mlG4PBwOHDh5k7dy59+vShUqVKACxfvpzatWtTtGjRN7Urb83zfZg3b178/PxYtWoV58+fZ968ea98fXJ9aDAYknw//Pz8+O233+jVq9dL35t3SUr78OrVqyxcuJD8+fNz5coVPDw8KFSoULLt3rlzh5kzZ2JnZ8e5c+eoVKkS33//PQAPHz5k+vTp5M2bFx8fH9q1a0f58uXZsmUL+fPnp0qVKmm+32np+T4FjO6H5Bw6dIhevXrh7OwMxBUhGjVqFE2aNHkv+vT5fjty5AiTJ0/WpoJ+/PgxCxYsoFy5ckZ/FgGjP9fJfQfodLpkX/NWvnuVSHOurq7azxs2bFB9+/bVHrdt21Zt2LDhpa9/+PChOnr0qKpWrZo6cuSItjw6Olp99dVX6sGDByaPOb15vg+VUurIkSNq9uzZqkOHDil6fXJ9+LL34++//1bTpk17/eDTiZT0ocFgUPXr11fXr19XSil16NAhVa9ePWUwGJJt9+rVq6p///5KKaUCAgJU8eLF1blz55RSSnXq1Ent3btXKaXUzZs3Vfny5VVISIhSSikPDw916dIl0+3gW/B8n6a2H5Li6+ur5syZo5RS6vLlywk+h+9Dnz7fbwcOHFDr169XSil18OBB9fvvvyulUvdZVMr4z3Vy3wEve83b+O6V0+Bv2JYtW6hcubL2uGrVquzZs+elr3F2dqZixYqJKoyZm5vTqlUrpk2bliaxpmeVKlUid+7cKV4/uT582fvRpEkTdu3a9d6WVU2qD8+dO0doaCgFCxYEoEKFCjx48AAfH59k2ylcuDB9+/YFwN7eHisrKyCu2M6RI0e0/v3ggw+ws7PjxIkTAHTp0kUrffs+SG0/JOWDDz6gW7duBAYGsnz5cjw8PFLU1rvYp5UrV6Zp06bcvHkTb29vOnToAKTuswjGf66T+w542WvexnevJOs37MGDB9jb22uPHRwcePjwYarbq1GjBlu3biUsLMwU4WU4r3o/qlWrxrp1695GaG/Fi/1hbm5OtmzZePDgwUtflzdvXgCOHz9OwYIFKVGiBPfv3ydTpkxa0oKE/fvRRx/h4+ODr69vGuzJ25GafkiKTqfDwsKCPn36EBQUxNq1a4mNjX0v+9TMzIzo6Gg8PDzw9/dn69atQOo/i0l5WVvJfQe8avtv+rtXrlm/YQaDIcE1UKUUlpaWqW7PxsYGGxsb7ty5Q5EiRUwRYobyqvcjd+7cHDt27G2E9lYYDIZEy5RSCZJDcmJiYpg1axajR4/W2nrxev+LbeXKlQtfX18KFCjwmpGnH6nph+TMmjULX19fhg4dSmBgIO7u7u9ln1paWrJ06VIuXbrEgAEDiImJwcLCItF6Ke23F73sc53cd8Crfhfe9HevHFm/YY6OjgQEBGiPAwICjDqdmxwl9VhS5VXvh06nS/KX9n3l6OhIYGCg9jgmJoanT5+SK1euV7526tSpdO7cmSJFihAUFISTkxNhYWGEh4dr6wQEBCRq633r39T2Q1IcHBwoV64c7du35+DBg+9tn+r1erJnz07VqlVp1qwZBw8efK3P4ote1lZy3wEp3f6b+u6VZP2G1atXjwMHDmiPDx06pNXlPnToEDdu3DCqvbCwMJ4+fYqLi4tJ43xXGduHL3s/AO7fv6+d2swISpcujU6n4/Lly0Dc6dxixYrh4uJCSEgIGzZsSDIR/P7775QrV466deuyc+dOvLy8yJkzJ8WLF+fgwYMA3Lp1i5iYGMqVK6e97sGDB+9V/xrbDzExMaxdu5bIyMgE7Tx48IBDhw5pjy9fvkzZsmXfyz69dOkSFy9e1B5fuXKFsmXLpvqzmJSXtZXcd8DLXgNv/rtXToO/YV988QXXrl1jwoQJxMbGUrt2bapXrw7AtGnTMBgMia6RhoaGMnfuXAICAli8eDE2NjaUKFECgAMHDuDu7o6tre0b35e3ydvbm9WrV3Pz5k3mzp1Lz549AeP78GXvB8D+/fvfuQE7KZVUH5qbm/Pzzz8zY8YMihcvzq1bt5g6dSoAx44dY+jQoWTNmpXatWtr7axcuZLJkyeTOXNmhg0bRnh4uHbL0tSpU5kwYQKXLl3i1q1bzJ07Vxvkd+HCBezs7HB1dX3zO58GUtMPFy9eZNSoUYSFhdGxY0etrYCAAGbNmsXu3buJjo7GwcGBPn36vLQteDf71M/Pj19++YVSpUrx7NkzqlWrxhdffAFg9GcRjP9cv+w7ILnXwFv47n1j484zsBdvmUmOj4+P+vbbb41qu1OnTurUqVOpCeudkpZ9mJxDhw6ZrK30IKV9+DLff/+9djvS6xo0aJDy8vIySVtviyn6dOrUqWrbtm0miObd6dP09llMjTf93SunwdOJqKgoli1bxuDBg1P8mhUrVvDJJ59QpkyZNIzs3ZGaPkzOkydPWL16NZMnTzZBZO+Hw4cPU6BAAe2szuvYvXs3+fLlo2HDhiaI7N116dIlIiIiqFev3mu3lZH61JSfxdR4G9+9OqVkZFJa69y5Mx9//DGNGjV66bWk2NhYzMzMUtzu2bNnKVWqlClCTPfSqg+Tc+XKFT744AOsra1fu630IqV9mBxT9S28P59d6dPUSU/9lhpvo68lWQshhBDpnJwGF0IIIdI5SdZCCCFEOifJWgghhEjnJFmLDMXLy4u6detSqVIl+vTpQ7du3WjVqhULFy4kJibmjcZy7949bt26xf3793F3d2f79u1vdPvGmj9/PjVr1mT9+vXJrhMTE8Phw4dfazu+vr5069aN0aNH4+7uTmxs7Gu1J8T7QJK1yFAaNWpE8+bNcXV1ZdasWSxYsIDZs2ezceNG+vbt+8amDrx37x6//vorefPmxcHBgVatWqV4fuE7d+5Qq1atNI4wsW+//Ra9Xv/SPjI3N8fHx0crxpAaY8eOpUyZMnh6ejJmzJi3OupXiPRCkrXI8HLlysX48ePZuXPnK8uVmkJUVBRDhw6lZ8+e6PV6rK2t6devH/nz50/R6+OPxtOr9u3bs2bNGm2aRmP5+vri7OwMkGh2KiEyKpluVAigZMmSFC5cmD179lC7dm1OnTrFkiVLcHJy4ujRo3Tq1InWrVszYcIEli5dSqdOnfjhhx8ICQmhe/fuZMqUiWnTprFs2TJOnz6NjY0NAQEB/PHHH4m2tWHDBlxdXXFycgLipjT8888/mTZtGpUqVWLUqFFs3bpV29a1a9do3Lgxnp6e3Llzh6VLlwJo00/OmjWLsLAwJk2aRHh4OI8fP6ZMmTL06dOHEydOMHbsWNzc3HBycmLlypV88sknLF++nC+//FKbFrNbt25YWloybdo0fv75Z0JCQnj69ClBQUH8/PPPCUoFxgsPD2fw4MGYmZnh7+9PqVKlGDhwIACdOnVixowZzJs3L9HrQkNDmTRpEpGRkTx+/Jhs2bIxcuRI7OzsmD9/PoGBgfzxxx8cP36cCRMmJHhtTEwMs2fP5tatW0RERODk5MTIkSM5cuQI33//PU5OTvz555/cvn2br7/+mm+++YYaNWrg6emJtbU15cqVY+PGjej1ekaNGkWVKlUA2Lx5M1u2bCFz5szcvXuX/v37U6lSJQD++usvtm7dipOTExcvXmTNmjX8888/zJkzh549e/Lpp5/i7e3NlClTaNCgAb1792bOnDksX76c4cOH8+eff+Ls7Mz06dPZunUrmzZtIkuWLAQGBjJ+/HjtDxMhXuqNzZUmRDoxa9Ys1aFDh0TLPTw81Ndff62UUuq3335TM2fOVEopdfDgQVWpUiVtvcaNG6v58+drj7///nt19+5dde/ePeXq6qoeP36soqOjVc+ePZPc/qeffqoOHTqUYJmrq6s6cuSIUkqpO3fuKFdXVzV16lQVGxurzp07p1xdXbWpFY8cOZJousaJEyeqvn37KqWUCg8PVxUqVFB79+5VSik1ePBgVadOHXX48GF18eJFFRERoZo0aZJoHx49eqSUUqpGjRoqJCREKaVUmzZt1PLly7X1atWqpdauXauUUmr9+vWqYcOGSimlrly5on766SdtvcjISFWmTBn18OHDRPs/dOhQNWLECO3xgAEDlIeHR5LbeNHy5ctV69atlcFgUAaDQTVq1EiLb8eOHapixYrKz89PHThwQM2ZM0d73axZs5S7u7u6cOGCUkqpadOmqapVq6rIyEh1/PhxVaVKFfXs2TOlVNw0sx999JHy9/dX0dHRqnjx4urMmTNKKZVg+tkX4+zQoYOaNWuW9tjV1VUNGjRIXbx4Ufn4+KjLly+r0qVLq6CgIKWUUp6enqpPnz5J7qcQL5LT4EL8X1RUlFYQoX79+rRp0wYAFxcXgoKCtPU6derEX3/9hVKKmJgYnjx5Qp48eXB0dMTJyYnJkycTERHB9OnTE20jIiKCS5cu8eGHH74ynpYtW6LX6ylRogR2dnb4+Pgku+727dspW7YsANbW1nz44YecOXNGe7506dJUrlwZNzc3rKysaNu2LRs2bADijnRjY2O1I/3Zs2djY2OT5L4/r2jRoty5c4dly5ZRqFAhPDw8tOcsLS21I9HnGQwGNm/enKCy2WeffcaOHTuIiop6ZZ9s27aNMmXKoNPp0Ol0uLm58e+//wJQt25d6tWrx7Bhw9iwYQPdu3dP8FoXFxeKFSsGQKtWrfDz8+POnTts3LiRatWqaQUZqlSpgr29Pbt27cLc3JyiRYsya9Ys/P39mTVr1itjfF7z5s1xc3OjQIEC7Nixg/z582NnZwdA8eLFtdiFeBVJ1kL83+3bt7UkamVlxaZNm5g5cyarVq1KsF6zZs0IDQ1l//79HD9+nI8//hgACwsLli5dio+PDw0aNNDKGD7v6dOnGAyGJE8rvyj+DweIK3T/stHq/v7+7N69G09PTzw9PbGwsEhQl/v5tiAuiTx48IB///2XXbt28cknn2jPPXv2jMmTJ7Nw4UKuX7+e7ICy+CS2cOFCWrVqxb179xI8b2dnR0hISIJlgYGBREVFaQkLwNnZGYPBwOPHj5PvjOf289SpU9p+PnnyhA8++EB7vn///hw6dIhixYolGphmYWGRIDaI+0PlwYMHCeKJj8nPzw+Iu0wB0KBBAzZt2vTKGJ/3fAyPHz8mMDBQi/3AgQPaHw9CvIpcsxYC+Pfff/Hx8eGnn34C4Ouvv6Z+/fr07duXu3fv8uuvv2rrWltb88UXX7BixQpcXFzo1KmT9lyOHDlYvXo1P//8Mx4eHmzfvp08efJoz2fLlg2AkJAQHBwcXitmpRQ6nQ6ISy716tWjffv2KXqtra0tzZo1Y/369cTExDBq1CggrhjEiBEj2Lp1K9myZeP69evJthEeHk7VqlXZtm0b33//Pd27d09w+9mTJ0/IkSNHgtfY29tjbm5OQEBAgvXMzMxwdHR8ZdzOzs4UK1aMQYMGJfn8/PnzGT58OD/99BN169ZNdt7p+D8sXFxccHR0xN/fP8HzQUFB2rVka2trFi1axLp16xg6dCgFChSgXLlymJmZJTgb8GJN6qRid3R0ZPTo0a/cTyFeJEfWIsO7f/8+w4cPp0ePHtqRzs2bN8mSJQsA586dS/Sa9u3bc+TIEfz9/bXi8z4+PowZMwadTkebNm2Ijo7GYDAkeJ21tTXZs2fnwYMHqY43/nTtzZs3tWXNmzdn2bJlWhKKioriyZMnL22nXbt2/PPPP+TMmVM78r516xbm5uZkypSJ4OBgbt26lezrN27cyMaNG7GxsaF58+YJEldMTAyPHj3S+iaemZkZDRo0YM2aNdqyHTt20KhRIywtLV+5782bN2ft2rVcuXIFiDutHhgYCMTVMba0tKRNmza0bt2aQYMGJer/eCtXrqRWrVo4ODjQuHFjvL29tSP7a9euERgYSO3atQkNDaV3794ANG3aFFtbW6KjowHIly8fR48eBeDEiROvPDPQuHFjLl++nODoPCVnE4QAObIWGcymTZtYu3YtYWFhdO3aFYj7wu/duzcNGjTQ1vv++++ZNWsW27Zto2vXrmTNmpVZs2ZpI7CdnJyoV68ehQsX1l4TFRXF9evXGTFiBPfv3+fHH39M8siuXr16eHt7U7x4cQAWL14MxCWQ4sWLa6O916xZw3fffceePXsICgpiy5YtuLu7U7RoUapVq0b79u2pVasWffv2pVu3boSHh9OxY0esrKwoVqwYI0aM4NSpU5w6dQqlFNu2bUtQPrFIkSIUK1aMRo0aacuaNm2Kl5cXDRs2pHr16pQvX579+/dTv359rl69SlBQEF5eXlStWhUrKytWrlzJ2bNnuXv3LlOmTNHaOXbsGAULFkxy/z09PRk7dizdu3fHycmJ6OhoRo4cCcSNlA8MDGT9+vXkyJGD6tWrJ3htixYtCAgIwMPDA51OR8GCBRk6dChnz55l6NChDBgwAIACBQqwePFi+vfvr5U59fX1ZcSIEQQEBGBtbc3EiRMBqFatGv369eP7778nX758BAUFMX/+fLJnz86jR48ICQlh2LBh+Pv789VXX1G5cmUgbjT+wIEDadSoEY0bN6Zs2bKcPHkSX19fdu7cCcCyZcvIkycPLi4u5M+fn59//pnp06czffp0XFxc6N69e4rOKAghVbeESKWJEyfSqVMncuXKZdTrfHx88PDwYP369Sk6mnwX9enThyZNmiT4A+htmj17NseOHeP3339/26EIkSpyGlwIIx09epTZs2cTExNjdKIG+PDDD+ncuXOC6+Dvk6NHj5ItW7Z0k6iFeB9IshbCSEFBQZw4cUK7lpkarVu3Jk+ePPj6+powsrcvJiaGU6dO8eOPP77tUDSXL1/Gy8sr0fViId4lchpcCCGESOfkyFoIIYRI5yRZCyGEEOmcJGshhBAinZNkLYQQQqRzkqyFEEKIdE6StRBCCJHOSbIWQggh0jlJ1kIIIUQ6J8laCCGESOf+B6UfrjbYAqR3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for hspt in hspts:\n",
    "    # print(hspt)\n",
    "    df[\"exposure_category\"] = helper_400.get_cut_vars(hspt, df[hspt])\n",
    "\n",
    "    exposure_per_category = df.groupby(\"exposure_category\")[age_cols].sum()\n",
    "\n",
    "    for dc in age_cols:\n",
    "        exposure_per_category[dc + \"_normalized\"] = (\n",
    "            exposure_per_category[dc] * 100 / exposure_per_category[dc].sum()\n",
    "        )\n",
    "\n",
    "    exposure_per_category = exposure_per_category.drop(columns=age_cols)\n",
    "\n",
    "    exposure_per_category = exposure_per_category.rename(\n",
    "        columns={\n",
    "            \"E_AGE65_normalized\": \"Aged 65 and over\",\n",
    "            \"E_AGE17_normalized\": \"Aged 17 and younger\",\n",
    "            \"E_AGEMID_normalized\": \"Aged from 18 to 65\",\n",
    "        }\n",
    "    )\n",
    "    exposure_per_category = exposure_per_category[\n",
    "        [\"Aged 17 and younger\", \"Aged from 18 to 65\", \"Aged 65 and over\"]\n",
    "    ]\n",
    "    helper_400.plot_qbar(\n",
    "        exposure_per_category, hspt, figname=\"age\", legloc=\"lower left\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8fb98e6d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
